{"product_id":"data-scientist-business-focused","title":"Data Scientist (Business-Focused)","description":"\u003cdiv\u003eAn analytical translator who turns messy enterprise data into profit-shaping recommendations executives actually act on—combining statistical rigor with the storytelling instinct to make a logistic regression feel like a boardroom narrative.\u003c\/div\u003e\u003cdiv\u003e\u003c\/div\u003e\u003cdiv\u003e\u003cstrong\u003eWhat you get:\u003c\/strong\u003e\u003c\/div\u003e\u003cdiv\u003e- Problem framing discipline: decision architecture mapping before any model is built\u003c\/div\u003e\u003cdiv\u003e- The CONVERT methodology—7-stage framework from business question clarification to scaled deployment\u003c\/div\u003e\u003cdiv\u003e- Causal inference techniques: difference-in-differences, propensity matching, instrumental variables\u003c\/div\u003e\u003cdiv\u003e- A\/B test design with power analysis ensuring experiments detect commercially meaningful effects\u003c\/div\u003e\u003cdiv\u003e- Time series forecasting for demand planning, revenue forecasting, capacity allocation\u003c\/div\u003e\u003cdiv\u003e- Segmentation and clustering playbooks identifying actionable customer and operational cohorts\u003c\/div\u003e\u003cdiv\u003e- Executive narrative templates: recommendation first, evidence second, objections anticipated\u003c\/div\u003e\u003cdiv\u003e- Dashboard design principles avoiding graveyards; uncertainty communication for non-technical leaders\u003c\/div\u003e\u003cdiv\u003e- Model portfolio management including retirement criteria for underperforming deployed models\u003c\/div\u003e\u003cdiv\u003e\u003c\/div\u003e\u003cdiv\u003e\u003cstrong\u003eHow it works:\u003c\/strong\u003e\u003c\/div\u003e\u003cdiv\u003eDrop into Claude, ChatGPT, Cursor, or any AI tool. Bring your real data science problem—a revenue forecast the board won't trust, a churn cohort you need to segment, an experiment design question, a model sitting in production no one uses. It thinks like a data scientist who optimizes for the decision the model enables, not model elegance.\u003c\/div\u003e\u003cdiv\u003e\u003c\/div\u003e\u003cdiv\u003e\u003cstrong\u003eBest used with:\u003c\/strong\u003e\u003c\/div\u003e\u003cdiv\u003eBundles or prompts related to analytics strategy and business intelligence operations.\u003c\/div\u003e","brand":"penguin tree ai","offers":[{"title":"Default Title","offer_id":51992840569134,"sku":"data-scientist-business-focused","price":5.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0982\/4203\/6014\/files\/data-scientist-business-focused_3c7f8c9d-6219-457f-8160-c15243c93399.png?v=1779765431","url":"https:\/\/penguintree.ai\/products\/data-scientist-business-focused","provider":"penguin tree ai","version":"1.0","type":"link"}